{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "05_01_CNN_CIFAR10.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyOPBmIkuyy8p9u1UMwngT9D",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/OUCTheoryGroup/colab_demo/blob/master/05_01_CNN_CIFAR10.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "M3JfUJtIodYb",
        "colab_type": "text"
      },
      "source": [
        "对于视觉数据，PyTorch 创建了一个叫做 totchvision 的包，该包含有支持加载类似Imagenet，CIFAR10，MNIST 等公共数据集的数据加载模块 torchvision.datasets 和支持加载图像数据数据转换模块 torch.utils.data.DataLoader。\n",
        "\n",
        "下面将使用CIFAR10数据集，它包含十个类别：‘airplane’, ‘automobile’, ‘bird’, ‘cat’, ‘deer’, ‘dog’, ‘frog’, ‘horse’, ‘ship’, ‘truck’。CIFAR-10 中的图像尺寸为3x32x32，也就是RGB的3层颜色通道，每层通道内的尺寸为32*32。\n",
        "\n",
        "![CIFAR10示例](http://pytorchchina.com/wp-content/uploads/2018/12/cifar10.png)\n",
        "\n",
        "首先，加载并归一化 CIFAR10 使用 torchvision 。torchvision 数据集的输出是范围在[0,1]之间的 PILImage，我们将他们转换成归一化范围为[-1,1]之间的张量 Tensors。\n",
        "\n",
        "大家肯定好奇，下面代码中说的是 0.5，怎么就变化到[-1,1]之间了？PyTorch源码中是这么写的：\n",
        "\n",
        "``input[channel] = (input[channel] - mean[channel]) / std[channel]``\n",
        "\n",
        "这样就是：(（0,1）-0.5）/0.5=(-1,1)。"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DIYwqEebh0U_",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import torch\n",
        "import torchvision\n",
        "import torchvision.transforms as transforms\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import torch.nn as nn\n",
        "import torch.nn.functional as F\n",
        "import torch.optim as optim\n",
        "\n",
        "# 使用GPU训练，可以在菜单 \"代码执行工具\" -> \"更改运行时类型\" 里进行设置\n",
        "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
        "\n",
        "transform = transforms.Compose(\n",
        "    [transforms.ToTensor(),\n",
        "     transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))])\n",
        "\n",
        "# 注意下面代码中：训练的 shuffle 是 True，测试的 shuffle 是 false\n",
        "# 训练时可以打乱顺序增加多样性，测试是没有必要\n",
        "trainset = torchvision.datasets.CIFAR10(root='./data', train=True,\n",
        "                                        download=True, transform=transform)\n",
        "trainloader = torch.utils.data.DataLoader(trainset, batch_size=64,\n",
        "                                          shuffle=True, num_workers=2)\n",
        "\n",
        "testset = torchvision.datasets.CIFAR10(root='./data', train=False,\n",
        "                                       download=True, transform=transform)\n",
        "testloader = torch.utils.data.DataLoader(testset, batch_size=8,\n",
        "                                         shuffle=False, num_workers=2)\n",
        "\n",
        "classes = ('plane', 'car', 'bird', 'cat',\n",
        "           'deer', 'dog', 'frog', 'horse', 'ship', 'truck')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RHfaQL54uHcc",
        "colab_type": "text"
      },
      "source": [
        "下面展示 CIFAR10 里面的一些图片："
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Cre6p26yuLfp",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 625
        },
        "outputId": "3d601fee-1d06-40f9-c1d8-e251b2347d26"
      },
      "source": [
        "def imshow(img):\n",
        "    plt.figure(figsize=(8,8))\n",
        "    img = img / 2 + 0.5     # 转换到 [0,1] 之间\n",
        "    npimg = img.numpy()\n",
        "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
        "    plt.show()\n",
        "\n",
        "# 得到一组图像\n",
        "images, labels = iter(trainloader).next()\n",
        "# 展示图像\n",
        "imshow(torchvision.utils.make_grid(images))\n",
        "# 展示第一行图像的标签\n",
        "for j in range(8):\n",
        "    print(classes[labels[j]])"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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26N0KJhr0u/12G40JakPCqEZ79yZKbu52ei9y3x22Lk+eSEmk3LxLezRJX3pj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HH1xAnXBoY/YkBvsZ4Wa82WZMd8/z4DhjQYXMyL3ckOdVXjiBA+6W+70YA26yJGajMJXHkAeH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\nDiz6PZoTDdZdjroWP/quU7UCQpZH6x7Q37fvA5sb9N4wy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UhgInSY5WfS3UU6Zl1irgFW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\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Qa6iEGqY7TGxYHgVgQMAsLWmSITkg9DQsgI4sYEDEeOUc1cEurrDsnRMgMztIAWgYj5We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\n8PDw2GX8Hyq4B2zP6dL3AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 576x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "frog\n",
            "horse\n",
            "truck\n",
            "frog\n",
            "plane\n",
            "plane\n",
            "ship\n",
            "truck\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "W2BQ8MkiwBP_",
        "colab_type": "text"
      },
      "source": [
        "接下来定义网络，损失函数和优化器："
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wdn8SS2Vv63Z",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "class Net(nn.Module):\n",
        "    def __init__(self):\n",
        "        super(Net, self).__init__()\n",
        "        self.conv1 = nn.Conv2d(3, 6, 5)\n",
        "        self.pool = nn.MaxPool2d(2, 2)\n",
        "        self.conv2 = nn.Conv2d(6, 16, 5)\n",
        "        self.fc1 = nn.Linear(16 * 5 * 5, 120)\n",
        "        self.fc2 = nn.Linear(120, 84)\n",
        "        self.fc3 = nn.Linear(84, 10)\n",
        "\n",
        "    def forward(self, x):\n",
        "        x = self.pool(F.relu(self.conv1(x)))\n",
        "        x = self.pool(F.relu(self.conv2(x)))\n",
        "        x = x.view(-1, 16 * 5 * 5)\n",
        "        x = F.relu(self.fc1(x))\n",
        "        x = F.relu(self.fc2(x))\n",
        "        x = self.fc3(x)\n",
        "        return x\n",
        "\n",
        "# 网络放到GPU上\n",
        "net = Net().to(device)\n",
        "criterion = nn.CrossEntropyLoss()\n",
        "optimizer = optim.Adam(net.parameters(), lr=0.001)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sGfGgQHwwXnH",
        "colab_type": "text"
      },
      "source": [
        "训练网络："
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "66oCr6xHwaOr",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "7d87f106-f756-4ddf-ac77-b1db853b47c2"
      },
      "source": [
        "for epoch in range(10):  # 重复多轮训练\n",
        "    for i, (inputs, labels) in enumerate(trainloader):\n",
        "        inputs = inputs.to(device)\n",
        "        labels = labels.to(device)\n",
        "        # 优化器梯度归零\n",
        "        optimizer.zero_grad()\n",
        "        # 正向传播 +　反向传播 + 优化 \n",
        "        outputs = net(inputs)\n",
        "        loss = criterion(outputs, labels)\n",
        "        loss.backward()\n",
        "        optimizer.step()\n",
        "        # 输出统计信息\n",
        "        if i % 100 == 0:   \n",
        "            print('Epoch: %d Minibatch: %5d loss: %.3f' %(epoch + 1, i + 1, loss.item()))\n",
        "\n",
        "print('Finished Training')"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch: 1 Minibatch:     1 loss: 2.292\n",
            "Epoch: 1 Minibatch:   101 loss: 1.954\n",
            "Epoch: 1 Minibatch:   201 loss: 1.819\n",
            "Epoch: 1 Minibatch:   301 loss: 1.615\n",
            "Epoch: 1 Minibatch:   401 loss: 1.507\n",
            "Epoch: 1 Minibatch:   501 loss: 1.463\n",
            "Epoch: 1 Minibatch:   601 loss: 1.353\n",
            "Epoch: 1 Minibatch:   701 loss: 1.622\n",
            "Epoch: 2 Minibatch:     1 loss: 1.217\n",
            "Epoch: 2 Minibatch:   101 loss: 1.568\n",
            "Epoch: 2 Minibatch:   201 loss: 1.394\n",
            "Epoch: 2 Minibatch:   301 loss: 1.362\n",
            "Epoch: 2 Minibatch:   401 loss: 1.386\n",
            "Epoch: 2 Minibatch:   501 loss: 1.412\n",
            "Epoch: 2 Minibatch:   601 loss: 1.512\n",
            "Epoch: 2 Minibatch:   701 loss: 1.403\n",
            "Epoch: 3 Minibatch:     1 loss: 1.403\n",
            "Epoch: 3 Minibatch:   101 loss: 1.332\n",
            "Epoch: 3 Minibatch:   201 loss: 1.329\n",
            "Epoch: 3 Minibatch:   301 loss: 1.198\n",
            "Epoch: 3 Minibatch:   401 loss: 1.110\n",
            "Epoch: 3 Minibatch:   501 loss: 1.490\n",
            "Epoch: 3 Minibatch:   601 loss: 1.372\n",
            "Epoch: 3 Minibatch:   701 loss: 1.295\n",
            "Epoch: 4 Minibatch:     1 loss: 1.137\n",
            "Epoch: 4 Minibatch:   101 loss: 1.259\n",
            "Epoch: 4 Minibatch:   201 loss: 1.098\n",
            "Epoch: 4 Minibatch:   301 loss: 1.232\n",
            "Epoch: 4 Minibatch:   401 loss: 1.145\n",
            "Epoch: 4 Minibatch:   501 loss: 1.199\n",
            "Epoch: 4 Minibatch:   601 loss: 1.176\n",
            "Epoch: 4 Minibatch:   701 loss: 1.077\n",
            "Epoch: 5 Minibatch:     1 loss: 0.889\n",
            "Epoch: 5 Minibatch:   101 loss: 1.173\n",
            "Epoch: 5 Minibatch:   201 loss: 0.967\n",
            "Epoch: 5 Minibatch:   301 loss: 1.022\n",
            "Epoch: 5 Minibatch:   401 loss: 1.351\n",
            "Epoch: 5 Minibatch:   501 loss: 1.272\n",
            "Epoch: 5 Minibatch:   601 loss: 1.152\n",
            "Epoch: 5 Minibatch:   701 loss: 1.145\n",
            "Epoch: 6 Minibatch:     1 loss: 1.062\n",
            "Epoch: 6 Minibatch:   101 loss: 1.074\n",
            "Epoch: 6 Minibatch:   201 loss: 1.196\n",
            "Epoch: 6 Minibatch:   301 loss: 1.162\n",
            "Epoch: 6 Minibatch:   401 loss: 1.146\n",
            "Epoch: 6 Minibatch:   501 loss: 0.958\n",
            "Epoch: 6 Minibatch:   601 loss: 0.915\n",
            "Epoch: 6 Minibatch:   701 loss: 1.019\n",
            "Epoch: 7 Minibatch:     1 loss: 1.008\n",
            "Epoch: 7 Minibatch:   101 loss: 1.235\n",
            "Epoch: 7 Minibatch:   201 loss: 1.140\n",
            "Epoch: 7 Minibatch:   301 loss: 1.201\n",
            "Epoch: 7 Minibatch:   401 loss: 1.059\n",
            "Epoch: 7 Minibatch:   501 loss: 0.958\n",
            "Epoch: 7 Minibatch:   601 loss: 0.985\n",
            "Epoch: 7 Minibatch:   701 loss: 1.103\n",
            "Epoch: 8 Minibatch:     1 loss: 1.138\n",
            "Epoch: 8 Minibatch:   101 loss: 0.727\n",
            "Epoch: 8 Minibatch:   201 loss: 1.295\n",
            "Epoch: 8 Minibatch:   301 loss: 0.863\n",
            "Epoch: 8 Minibatch:   401 loss: 0.903\n",
            "Epoch: 8 Minibatch:   501 loss: 0.994\n",
            "Epoch: 8 Minibatch:   601 loss: 0.827\n",
            "Epoch: 8 Minibatch:   701 loss: 0.868\n",
            "Epoch: 9 Minibatch:     1 loss: 0.960\n",
            "Epoch: 9 Minibatch:   101 loss: 1.040\n",
            "Epoch: 9 Minibatch:   201 loss: 1.062\n",
            "Epoch: 9 Minibatch:   301 loss: 0.859\n",
            "Epoch: 9 Minibatch:   401 loss: 0.907\n",
            "Epoch: 9 Minibatch:   501 loss: 0.926\n",
            "Epoch: 9 Minibatch:   601 loss: 0.776\n",
            "Epoch: 9 Minibatch:   701 loss: 0.869\n",
            "Epoch: 10 Minibatch:     1 loss: 0.793\n",
            "Epoch: 10 Minibatch:   101 loss: 0.648\n",
            "Epoch: 10 Minibatch:   201 loss: 0.679\n",
            "Epoch: 10 Minibatch:   301 loss: 0.866\n",
            "Epoch: 10 Minibatch:   401 loss: 0.891\n",
            "Epoch: 10 Minibatch:   501 loss: 1.054\n",
            "Epoch: 10 Minibatch:   601 loss: 0.809\n",
            "Epoch: 10 Minibatch:   701 loss: 0.901\n",
            "Finished Training\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MqlxaGUQ1SQg",
        "colab_type": "text"
      },
      "source": [
        "现在我们从测试集中取出8张图片："
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OxpXX1Mw1ik8",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 248
        },
        "outputId": "f2b6d48f-0d36-40e0-efc4-79d53c2e03f8"
      },
      "source": [
        "# 得到一组图像\n",
        "images, labels = iter(testloader).next()\n",
        "# 展示图像\n",
        "imshow(torchvision.utils.make_grid(images))\n",
        "# 展示图像的标签\n",
        "for j in range(8):\n",
        "    print(classes[labels[j]])"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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WG+IxVX0XRSZen6MPg7kHIejvtwzpwZExowk/QEEvd8LwZa83wsa2RPSVhkSWs42GhbUM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\n2HIAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 576x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "cat\n",
            "ship\n",
            "ship\n",
            "plane\n",
            "frog\n",
            "frog\n",
            "car\n",
            "frog\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JT394tbF1vEf",
        "colab_type": "text"
      },
      "source": [
        "我们把图片输入模型，看看CNN把这些图片识别成什么："
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d2uUFtjG14Yp",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 155
        },
        "outputId": "69a9a909-cda3-4f1b-dc02-c59851d82926"
      },
      "source": [
        "outputs = net(images.to(device))\n",
        "_, predicted = torch.max(outputs, 1)\n",
        "\n",
        "# 展示预测的结果\n",
        "for j in range(8):\n",
        "    print(classes[predicted[j]])"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "cat\n",
            "ship\n",
            "plane\n",
            "ship\n",
            "frog\n",
            "frog\n",
            "car\n",
            "deer\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6bukqq_Z2jt0",
        "colab_type": "text"
      },
      "source": [
        "可以看到，有几个都识别错了~~~ 让我们看看网络在整个数据集上的表现："
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1qXmSNHc2rJN",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "853e4f21-1689-4aff-a8c4-986578ffff0f"
      },
      "source": [
        "correct = 0\n",
        "total = 0\n",
        "\n",
        "for data in testloader:\n",
        "    images, labels = data\n",
        "    images, labels = images.to(device), labels.to(device)\n",
        "    outputs = net(images)\n",
        "    _, predicted = torch.max(outputs.data, 1)\n",
        "    total += labels.size(0)\n",
        "    correct += (predicted == labels).sum().item()\n",
        "\n",
        "print('Accuracy of the network on the 10000 test images: %d %%' % (\n",
        "    100 * correct / total))"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Accuracy of the network on the 10000 test images: 64 %\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bbQ68QeL5bRh",
        "colab_type": "text"
      },
      "source": [
        "准确率还可以，通过改进网络结构，性能还可以进一步提升。在 Kaggle 的LeaderBoard上，准确率高的达到95%以上。\n",
        "\n",
        "![替代文字](http://q6dz4bbgt.bkt.clouddn.com/20200229110630.jpg)\n",
        "\n",
        "感兴趣的同学可以看看别人的解决方案，思考如何提升分类性能。\n"
      ]
    }
  ]
}
